ASILO Robustness — Summary
Final-round snapshot (mean ± 95% CI)
| block |
label |
method |
round |
f1_mean |
f1_std |
ci_low |
ci_high |
bytes_cum_mean |
| heterogeneous |
fast25 |
ASILO |
49 |
0.8724 |
0.0087 |
0.8670 |
0.8778 |
18169839.9000 |
| heterogeneous |
fast25 |
DFedSAM |
49 |
0.8489 |
0.0141 |
0.8401 |
0.8576 |
19890000.0000 |
| heterogeneous |
fast25 |
DeceFL |
49 |
0.8378 |
0.0134 |
0.8294 |
0.8461 |
79560000.0000 |
| heterogeneous |
fast25 |
FedAvg |
49 |
0.8423 |
0.0248 |
0.8269 |
0.8576 |
19890000.0000 |
| heterogeneous |
fast50 |
ASILO |
49 |
0.8623 |
0.0225 |
0.8484 |
0.8762 |
18087478.7000 |
| heterogeneous |
fast50 |
DFedSAM |
49 |
0.8410 |
0.0245 |
0.8259 |
0.8562 |
19890000.0000 |
| heterogeneous |
fast50 |
DeceFL |
49 |
0.8418 |
0.0197 |
0.8295 |
0.8540 |
79560000.0000 |
| heterogeneous |
fast50 |
FedAvg |
49 |
0.8438 |
0.0276 |
0.8267 |
0.8609 |
19890000.0000 |
| homogeneous |
homogeneous |
ASILO |
49 |
0.8558 |
0.0091 |
0.8502 |
0.8615 |
20907447.0000 |
| homogeneous |
homogeneous |
DFedSAM |
49 |
0.8482 |
0.0237 |
0.8336 |
0.8629 |
19890000.0000 |
| homogeneous |
homogeneous |
DeceFL |
49 |
0.8381 |
0.0158 |
0.8283 |
0.8479 |
79560000.0000 |
| homogeneous |
homogeneous |
FedAvg |
49 |
0.8316 |
0.0213 |
0.8184 |
0.8448 |
19890000.0000 |
f1_mean_ci_timeseries_ASILO

f1_mean_ci_timeseries_FedAvg

f1_mean_ci_timeseries_DeceFL

f1_mean_ci_timeseries_DFedSAM

f1_asilo_vs_bases_homogeneous

f1_asilo_vs_bases_fast50

f1_asilo_vs_bases_fast25

F1 across rounds

F1 vs Normalized Communication

Pheromone decay

boxplot f1 heterogeneous heterogeneous-fast25 ASILO.png

boxplot f1 heterogeneous heterogeneous-fast25 DeceFL.png

boxplot f1 heterogeneous heterogeneous-fast25 DFedSAM.png

boxplot f1 heterogeneous heterogeneous-fast25 FedAvg.png

boxplot f1 heterogeneous heterogeneous-fast50 ASILO.png

boxplot f1 heterogeneous heterogeneous-fast50 DeceFL.png

boxplot f1 heterogeneous heterogeneous-fast50 DFedSAM.png

boxplot f1 heterogeneous heterogeneous-fast50 FedAvg.png

boxplot f1 homogeneous homogeneous ASILO.png

boxplot f1 homogeneous homogeneous DeceFL.png

boxplot f1 homogeneous homogeneous DFedSAM.png

boxplot f1 homogeneous homogeneous FedAvg.png